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Multi-objective optimization of grinding process parameters for improving gear machining precision
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作者 YOU Tong-fei HAN Jiang +4 位作者 TIAN Xiao-qing TANG Jian-ping LU Yi-guo LI Guang-hui XIA Lian 《Journal of Central South University》 2025年第2期538-551,共14页
The gears of new energy vehicles are required to withstand higher rotational speeds and greater loads,which puts forward higher precision essentials for gear manufacturing.However,machining process parameters can caus... The gears of new energy vehicles are required to withstand higher rotational speeds and greater loads,which puts forward higher precision essentials for gear manufacturing.However,machining process parameters can cause changes in cutting force/heat,resulting in affecting gear machining precision.Therefore,this paper studies the effect of different process parameters on gear machining precision.A multi-objective optimization model is established for the relationship between process parameters and tooth surface deviations,tooth profile deviations,and tooth lead deviations through the cutting speed,feed rate,and cutting depth of the worm wheel gear grinding machine.The response surface method(RSM)is used for experimental design,and the corresponding experimental results and optimal process parameters are obtained.Subsequently,gray relational analysis-principal component analysis(GRA-PCA),particle swarm optimization(PSO),and genetic algorithm-particle swarm optimization(GA-PSO)methods are used to analyze the experimental results and obtain different optimal process parameters.The results show that optimal process parameters obtained by the GRA-PCA,PSO,and GA-PSO methods improve the gear machining precision.Moreover,the gear machining precision obtained by GA-PSO is superior to other methods. 展开更多
关键词 worm wheel gear grinding machine gear machining precision machining process parameters multi objective optimization
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Multi-objective optimization for leaching process using improved two-stage guide PSO algorithm 被引量:8
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作者 胡广浩 毛志忠 何大阔 《Journal of Central South University》 SCIE EI CAS 2011年第4期1200-1210,共11页
A mathematical mechanism model was proposed for the description and analysis of the heat-stirring-acid leaching process.The model is proved to be effective by experiment.Afterwards,the leaching problem was formulated ... A mathematical mechanism model was proposed for the description and analysis of the heat-stirring-acid leaching process.The model is proved to be effective by experiment.Afterwards,the leaching problem was formulated as a constrained multi-objective optimization problem based on the mechanism model.A two-stage guide multi-objective particle swarm optimization(TSG-MOPSO) algorithm was proposed to solve this optimization problem,which can accelerate the convergence and guarantee the diversity of pareto-optimal front set as well.Computational experiment was conducted to compare the solution by the proposed algorithm with SIGMA-MOPSO by solving the model and with the manual solution in practice.The results indicate that the proposed algorithm shows better performance than SIGMA-MOPSO,and can improve the current manual solutions significantly.The improvements of production time and economic benefit compared with manual solutions are 10.5% and 7.3%,respectively. 展开更多
关键词 leaching process MODELING multi-objective optimization two-stage guide EXPERIMENT
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Multi-objective optimization based optimal setting control for industrial double-stream alumina digestion process 被引量:1
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作者 WANG Xiao-li LU Mei-yu +1 位作者 WEI Si-mi XIE Yong-fang 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第1期173-185,共13页
The operation variables,including feed rate of ore slurry,caustic solution and live steams in the double-stream alumina digestion process,determine the product quality,process costs and the environment pollution.Previ... The operation variables,including feed rate of ore slurry,caustic solution and live steams in the double-stream alumina digestion process,determine the product quality,process costs and the environment pollution.Previously,they were set by the technical workers according to the offline analysis results and an empirical formula,which leads to unstable process indices and high consumption frequently.So,a multi-objective optimization model is built to maintain the balance between resource consumptions and process indices by taking technical indices and energy efficiency as objectives,where the key technical indices are predicted based on the digestion kinetics of diaspore.A multi-objective state transition algorithm(MOSTA)is improved to solve the problem,in which a self-adaptive strategy is applied to dynamically adjust the operator factors of the MOSTA and dynamic infeasible threshold is used to handle constraints to enhance searching efficiency and ability of the algorithm.Then a rule based strategy is designed to make the final decision from the Pareto frontiers.The method is integrated into an optimal control system for the industrial digestion process and tested in the actual production.Results show that the proposed method can achieve the technical target while reducing the energy consumption. 展开更多
关键词 double-stream digestion process optimal setting control multi-objective optimization state transition algorithm rule based decision making
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Optimization of process parameters of aluminum alloy AA 2014-T6 friction stir welds by response surface methodology 被引量:7
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作者 Ramanjaneyulu KADAGANCHI Madhusudhan Reddy GANKIDI Hina GOKHALE 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2015年第3期209-219,共11页
The heat treatable aluminum-copper alloy AA2014 finds wide application in the aerospace and defence industry due to its high strength-toweight ratio and good ductility. Friction stir welding(FSW) process, an emerging ... The heat treatable aluminum-copper alloy AA2014 finds wide application in the aerospace and defence industry due to its high strength-toweight ratio and good ductility. Friction stir welding(FSW) process, an emerging solid state joining process, is suitable for joining this alloy compared to fusion welding processes. This work presents the formulation of a mathematical model with process parameters and tool geometry to predict the responses of friction stir welds of AA 2014-T6 aluminum alloy, viz yield strength, tensile strength and ductility. The most influential process parameters considered are spindle speed, welding speed, tilt angle and tool pin profile. A four-factor, five-level central composite design was used and a response surface methodology(RSM) was employed to develop the regression models to predict the responses.The mechanical properties, such as yield strength(YS), ultimate tensile strength(UTS) and percentage elongation(%El), are considered as responses. Method of analysis of variance was used to determine the important process parameters that affect the responses. Validation trials were carried out to validate these results. These results indicate that the friction stir welds of AA 2014-T6 aluminum alloy welded with hexagonal tool pin profile have the highest tensile strength and elongation, whereas the joints fabricated with conical tool pin profile have the lowest tensile strength and elongation. 展开更多
关键词 焊接工艺参数 搅拌摩擦焊 铝合金焊接 响应面分析法 抗拉强度 优化 焊接接头 屈服强度
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Cookie Baking Process Optimization and Quality Analysis Based on Food 3D Printing
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作者 Liu Chenghai Li Jingyi +2 位作者 Wu Chunsheng Zhao Xinglong Zheng Xianzhe 《Journal of Northeast Agricultural University(English Edition)》 CAS 2024年第1期61-73,共13页
In order to obtain better quality cookies, food 3D printing technology was employed to prepare cookies. The texture, color, deformation, moisture content, and temperature of the cookie as evaluation indicators, the in... In order to obtain better quality cookies, food 3D printing technology was employed to prepare cookies. The texture, color, deformation, moisture content, and temperature of the cookie as evaluation indicators, the influences of baking process parameters, such as baking time, surface heating temperature and bottom heating temperature, on the quality of the cookie were studied to optimize the baking process parameters. The results showed that the baking process parameters had obvious effects on the texture, color, deformation, moisture content, and temperature of the cookie. All of the roasting surface heating temperature, bottom heating temperature and baking time had positive influences on the hardness, crunchiness, crispiness, and the total color difference(ΔE) of the cookie. When the heating temperatures of the surfac and bottom increased, the diameter and thickness deformation rate of the cookie increased. However,with the extension of baking time, the diameter and thickness deformation rate of the cookie first increased and then decreased. With the surface heating temperature of 180 ℃, the bottom heating temperature of 150 ℃, and baking time of 15 min, the cookie was crisp and moderate with moderate deformation and uniform color. There was no burnt phenomenon with the desired quality. Research results provided a theoretical basis for cookie manufactory based on food 3D printing technology. 展开更多
关键词 food 3D printing baking process COOKIE quality analysis optimization of process parameter
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Design of Digital Imaging System for Optimization of Control Parameters
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作者 宋勇 郝群 +1 位作者 杨光 孙宏伟 《Defence Technology(防务技术)》 SCIE EI CAS 2007年第1期49-53,共5页
The design of experimental system of digital imaging system for control parameter is discussed in detail. Signal processing of digital CCD imaging system is first analyzed. Then the real time control of CCD driver and... The design of experimental system of digital imaging system for control parameter is discussed in detail. Signal processing of digital CCD imaging system is first analyzed. Then the real time control of CCD driver and digital processing circuit and man-machine interaction are achieved by the design of digital CCD imaging module and control module. Experimental results indicate that the image quality of CCD experimental system makes a good response to the change of control parameters. The system gives an important base for improving image quality and the applicability of micro imaging system in complex environment. 展开更多
关键词 数字成像系统 设计 控制参数 优化 信号处理
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Multiple-response optimization for melting process of aluminum melting furnace based on response surface methodology with desirability function 被引量:3
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作者 周孑民 王计敏 +2 位作者 闫红杰 李世轩 贵广臣 《Journal of Central South University》 SCIE EI CAS 2012年第10期2875-2885,共11页
To reduce the fuel consumption and emissions and also enhance the molten aluminum quality, a mathematical model with user-developed melting model and burning capacity model, were established according to the features ... To reduce the fuel consumption and emissions and also enhance the molten aluminum quality, a mathematical model with user-developed melting model and burning capacity model, were established according to the features of melting process of regenerative aluminum melting furnaces. Based on validating results by heat balance test for an aluminum melting furnace, CFD (computational fluid dynamics) technique, in association with statistical experimental design were used to optimize the melting process of the aluminum melting furnace. Four important factors influencing the melting time, such as horizontal angle between burners, height-to-radius ratio, natural gas mass flow and air preheated temperature, were identified by PLACKETT-BURMAN design. A steepest descent method was undertaken to determine the optimal regions of these factors. Response surface methodology with BOX-BEHNKEN design was adopted to further investigate the mutual interactions between these variables on RSD (relative standard deviation) of aluminum temperature, RSD of furnace temperature and melting time. Multiple-response optimization by desirability function approach was used to determine the optimum melting process parameters. The results indicate that the interaction between the height-to-radius ratio and horizontal angle between burners affects the response variables significantly. The predicted results show that the minimum RSD of aluminum temperature (12.13%), RSD of furnace temperature (18.50%) and melting time (3.9 h) could be obtained under the optimum conditions of horizontal angle between burners as 64°, height-to-radius ratio as 0.3, natural gas mass flow as 599 m3/h, and air preheated temperature as 639 ℃. These predicted values were further verified by validation experiments. The excellent correlation between the predicted and experimental values confirms the validity and practicability of this statistical optimum strategy. 展开更多
关键词 aluminum melting furnace melting process response surface methodology desirability function multiple response parameter optimization numerical simulation PLACKETT-BURMAN design BOX-BEHNKEN design
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Optimization and experimental research on a new-type short cylindrical cup-shaped harmonic reducer 被引量:10
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作者 高海波 庄红超 +3 位作者 李志刚 邓宗全 丁亮 刘振 《Journal of Central South University》 SCIE EI CAS 2012年第7期1869-1882,共14页
In order to obtain a new-type short cylindrical cup-shaped flexspline that can be applied to space mechanisms,the APDL language of ANSYS software was employed to develop a parameterized equivalent contact model betwee... In order to obtain a new-type short cylindrical cup-shaped flexspline that can be applied to space mechanisms,the APDL language of ANSYS software was employed to develop a parameterized equivalent contact model between a flexspline and a wave generator. The validity of the parameterized equivalent contact model was verified by comparing the results of the analytic value of the contact model and the value calculated by the theoretical formula. The curvilinear trend of stress was obtained by changing the structural parameter of the flexspline. Based on the curvilinear trend of stress,multi-objective optimizations of key structural parameters were achieved. Flexspline,wave generator,and circular spline of a new 32-type short cylindrical cup-shaped harmonic reducer were designed and manufactured. A performance test bench to carry out tests on the harmonic reducer was designed. Contrast experiments were implemented to determine the efficiency of the new 32-type short cylindrical cup-shaped harmonic reducer and the conventional 32-type harmonic reducer under different conditions. The experimental results reveal that there is approximately equality in terms of efficiency between the new 32-type short cylindrical cup-shaped harmonic reducer and the conventional 32-type harmonic reducer. The volume of the flexspline of the new 32-type short cylindrical cup-shaped harmonic reducer is reduced by approximately 30% through multi-objective optimization. When the new 32-type short cylindrical cup-shaped harmonic reducer is used on the wheel of a rover prototype,the mass of the wheel hub is decreased by 0.42 kg. Test analysis of wheel motion verifies that the new 32-type short cylindrical cup-shaped harmonic reducer can meet the requirements regarding bearing capacity and efficiency. 展开更多
关键词 harmonic drive FLEXSPLINE structural parameter multi-objective optimization
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基于优选模型和灰狼算法的注塑工艺参数优化 被引量:1
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作者 林峰 孙永华 +2 位作者 李国琳 李西兵 连灿鑫 《塑料》 北大核心 2025年第1期100-107,共8页
采用Moldflow软件对食品保鲜盒盖的注塑成型过程进行模拟分析,目的是通过优化注塑工艺参数,最大限度地减小产品的体积收缩率,从而提高产品质量。采用筛选试验设计的方法,确定对注塑成型过程影响较显著的参数。然后,构建多个近似模型,并... 采用Moldflow软件对食品保鲜盒盖的注塑成型过程进行模拟分析,目的是通过优化注塑工艺参数,最大限度地减小产品的体积收缩率,从而提高产品质量。采用筛选试验设计的方法,确定对注塑成型过程影响较显著的参数。然后,构建多个近似模型,并对这些模型进行细致的比较分析,筛选出性能最佳的模型。最后,利用灰狼优化算法对最优模型进行参数优化,得到最优注塑工艺参数组合,并进行模拟验证和实际验证。结果表明,采用优化后的注塑工艺参数组合制备的产品的体积收缩率显著减小,由初始的5.837%下降至4.01%,下降了31.3%,证明了结合计算机模拟、更优的模型和智能优化算法在注塑工艺优化中具有有效性及较好的应用潜力。 展开更多
关键词 注塑工艺参数 筛选试验设计 中心复合试验 最优拉丁超立方抽样 灰狼优化算法
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复合材料模压成型工艺参数优化方法 被引量:2
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作者 杨泽青 杜竞旋 +2 位作者 胡宁 张延星 金一 《河北大学学报(自然科学版)》 北大核心 2025年第1期104-112,共9页
针对传统模压成型工艺能耗高、生产效率低、产品质量不稳定等问题,提出一种基于自适应遗传算法的模压成型工艺优化方法,用来优化模压成型过程中保温时间、模压压力以及温度等参数,该方法将实验得到的工艺数据作为输入层神经元,以成型质... 针对传统模压成型工艺能耗高、生产效率低、产品质量不稳定等问题,提出一种基于自适应遗传算法的模压成型工艺优化方法,用来优化模压成型过程中保温时间、模压压力以及温度等参数,该方法将实验得到的工艺数据作为输入层神经元,以成型质量翘曲变形量作为输出层神经元,构建BP神经网络,由此得到翘曲变形与模压压力、保温时间、温度之间的函数关系,然后运用自适应遗传算法对多工艺参数进行优化,经过二进制编码、选择、交叉、变异等步骤,最后解码得到优化后的结果.研究结果表明,自适应遗传算法能够对模压成型过程中因保温时间、模压压力以及温度三者不平衡引起的翘曲变形量有很好的改善效果,能提高产品成型质量. 展开更多
关键词 模压成型 工艺参数 多参数优化 自适应遗传算法
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大语言模型参数高效微调技术综述 被引量:1
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作者 秦董洪 李政韬 +3 位作者 白凤波 董路宽 张慧 徐晨 《计算机工程与应用》 北大核心 2025年第16期38-63,共26页
近年来,自然语言处理领域的训练范式和模型规模发生显著变化,从特定任务的监督学习转向全量微调大规模预训练模型。然而,模型参数的激增导致全量微调计算成本高昂。“参数高效微调”技术应运而生,通过仅微调部分参数或引入少量新参数,... 近年来,自然语言处理领域的训练范式和模型规模发生显著变化,从特定任务的监督学习转向全量微调大规模预训练模型。然而,模型参数的激增导致全量微调计算成本高昂。“参数高效微调”技术应运而生,通过仅微调部分参数或引入少量新参数,显著降低成本并保持性能。对近年来参数高效微调技术中最具代表性和最前沿的方法进行了简要介绍和系统分析,涵盖设计理念与核心算法,并对不同方法的特性、优势、不足以及适用场景进行了归纳和分析,并进一步对比了不同种类中同系列的多种方法,分析了同系列方法在设计理念上的演进趋势,提供了当前研究现状的全面概述。最后对参数高效微调技术进行整体的分析与展望,提出未来该技术可能的优化方向,并结合实践提出该技术在实际工程应用中可行的技术方案。 展开更多
关键词 参数高效微调技术 深度学习 自然语言处理 模型优化
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基于改进型蜣螂算法Fuzzy-Smith-LADRC混凝投药 被引量:1
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作者 王文成 余智科 郑诗翰 《电子测量技术》 北大核心 2025年第3期10-17,共8页
二十届三中全会强调全面落实深化改革水利任务,其中居民饮用水是重点民生任务,混凝工艺是饮用水处理的关键环节。由于混凝过程具有大时滞特性,故对于原水水质频繁变化的控制系统,常规的PID控制不能达到满意的效果。为此,将一种不依赖系... 二十届三中全会强调全面落实深化改革水利任务,其中居民饮用水是重点民生任务,混凝工艺是饮用水处理的关键环节。由于混凝过程具有大时滞特性,故对于原水水质频繁变化的控制系统,常规的PID控制不能达到满意的效果。为此,将一种不依赖系统精确模型的线性自抗扰控制器(LADRC)应用于系统中,利用扩张观测器对混凝控制系统中出现的扰动进行估计并补偿,同时设计史密斯预估器(Smith)与模糊控制器(Fuzzy)相结合的自适应史密斯控制器来消除大时滞对控制效果的影响,提出Fuzzy-Smith-LADRC控制器。针对控制器参数调节困难而引入改进型蜣螂算法(MSIDBO)进行参数整定。改进型算法对DBO算法中初始种群分布不均匀、易陷入局部最优解等问题进行优化,使得MSIDBO能快速收敛并更好平衡全局探索与局部开发能力。系统模型精确时,该控制方法比PID控制的调节时间减少279 s和超调量降低8%,比DMC控制的调节时间减少40 s,系统模型变化时,相比LADRC具有更好的抗干扰性与鲁棒性。 展开更多
关键词 混凝工艺 模糊史密斯预估-线性自抗扰 改进蜣螂算法 参数优化
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陈皮雾化喷施设备研发及陈化加速参数寻优试验
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作者 孙振刚 赖艺凡 +4 位作者 郑子濠 陈立宏 莫嘉嗣 闫国琦 周锡恩 《农业工程学报》 北大核心 2025年第14期329-339,共11页
为解决陈皮陈化加工过程中存在时间久、效率低、陈皮表面陈化效果不均匀等问题,该研究设计了一种新会陈皮雾化喷施设备,利用设备在陈皮表面喷洒微生物溶液雾滴,来提高陈皮陈化的加工效果。通过对雾化喷施设施的主要结构和控制系统的设... 为解决陈皮陈化加工过程中存在时间久、效率低、陈皮表面陈化效果不均匀等问题,该研究设计了一种新会陈皮雾化喷施设备,利用设备在陈皮表面喷洒微生物溶液雾滴,来提高陈皮陈化的加工效果。通过对雾化喷施设施的主要结构和控制系统的设计及其关键部件选型完成了整套装备的研制。使用研制的设备进行雾化喷施试验来寻找设备运行的优化参数,首先利用陈皮放置筐内的水敏纸进行雾滴覆盖率试验,得到喷施的雾滴在陈皮放置筐各细分区域覆盖比较均匀时设备运行的有效参数为0.80MPa,40、50Hz和0.85MPa,60Hz,其次通过陈皮表面雾滴沉积量试验,得到雾滴喷施之后在满足陈皮陈化过程中不发生霉变的含水率(<13%)要求时,设备运行的有效参数为0.8MPa,50Hz和0.85MPa,60Hz,最后根据陈皮放置筐内的水敏纸上雾滴大小均匀度分析,确定了陈皮表面雾滴大小均匀时的优化参数为0.8MPa,50 Hz。结果表明,在喷雾压力为0.80 MPa、控制输送机运行速度的变频器频率为50 Hz时,陈皮雾化喷施设备的雾滴覆盖较为均匀,雾滴沉积量满足含水率要求,雾滴大小分布均匀,喷施效果较好。该研究设计的陈皮雾化喷施自动化机械装备,通过在陈皮表面喷施微生物溶液雾滴,提高了陈皮陈化效率和效果,弥补了当前陈皮陈化工艺的不足,推进了陈化加工的机械化和标准化,为相关领域的研究和应用提供了参考。 展开更多
关键词 初加工 陈皮 喷雾 设备研发 加速陈化 沉积均匀性 参数寻优
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挖掘机工作过程动力特性仿真及主构件参数多目标优化设计方法
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作者 林述温 陆哲 +3 位作者 危世佳 陈剑雄 顾天奇 谢钰 《中国机械工程》 北大核心 2025年第6期1371-1379,共9页
现有挖掘机主构件参数优化设计方法无法保证挖掘作业全过程多工况位置工作性能最优,且没有考虑作业过程中的能耗特性。研究了以典型工况作业全过程动力和能耗特性为目标的挖掘机工作装置主构件参数多目标优化设计方法。通过对基于ADAMS... 现有挖掘机主构件参数优化设计方法无法保证挖掘作业全过程多工况位置工作性能最优,且没有考虑作业过程中的能耗特性。研究了以典型工况作业全过程动力和能耗特性为目标的挖掘机工作装置主构件参数多目标优化设计方法。通过对基于ADAMS的参数化挖掘机虚拟样机的动力学仿真,分析了四种典型工况作业过程的液压缸驱动力和功率特性,确定了工作装置的优化工况,建立了新的综合考虑挖掘机典型工况作业过程液压缸驱动力传动比和功率特性的多目标优化数学模型,并结合实例对挖掘机整机工作装置参数化虚拟样机的铲斗、斗杆和动臂主构件参数进行顺序多目标优化。优化结果表明:该优化设计方法可显著提高挖掘机作业全过程工作装置传递动力的性能,降低液压缸能耗。 展开更多
关键词 挖掘机 主构件参数 虚拟样机 过程特性 多目标优化 顺序优化
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铝镁层状复合板制备工艺参数优化及组织性能研究
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作者 何寒 芦毅 +1 位作者 康敬邦 杨建军 《有色金属(中英文)》 北大核心 2025年第4期556-565,共10页
采用搅拌摩擦加工以搅拌针分别插入铝板和镁板两种方式制备了铝镁层状复合板,通过建立响应面模型优化了制备工艺参数,并对优化后的铝镁界面组织及性能进行了研究。结果表明,采用搅拌针从镁板插入的方式制备的铝镁层状复合板组织及性能最... 采用搅拌摩擦加工以搅拌针分别插入铝板和镁板两种方式制备了铝镁层状复合板,通过建立响应面模型优化了制备工艺参数,并对优化后的铝镁界面组织及性能进行了研究。结果表明,采用搅拌针从镁板插入的方式制备的铝镁层状复合板组织及性能最佳,铝镁界面组织结合良好,两种材料机械互锁效应显著且力学性能更加优异。铝镁界面呈现出不同的组织特征,镁侧晶粒较为均匀,再结晶程度低于母材,焊核区的晶粒在〈0001〉||ND方向上呈现出择优取向。而铝侧平均晶粒尺寸从前进侧到后退侧呈现出先减小后增大的趋势,并在热影响区和热机影响区附近存在较大变化,再结晶程度高于母材,从热影响区到焊核区晶粒取向逐渐偏向随机分布。试样断裂位置在铝侧前进侧热影响区和热机影响区附近,这与界面铝侧晶粒位于滑移的软取向、晶粒尺寸的不均匀性、加工硬化效果的减弱有关。 展开更多
关键词 铝镁层状复合板 搅拌摩擦加工 工艺参数优化 微观组织 EBSD
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基于响应面分析法的机械锤击辅助激光熔覆工艺参数优化分析
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作者 张辉 王军航 +2 位作者 刘刚田 王军华 李东林 《河南科技大学学报(自然科学版)》 北大核心 2025年第3期18-25,共8页
为了有效提升激光熔覆修复再制造熔覆层与基体间的界面结合强度,采用在激光熔覆过程中同步辅助机械锤击的工艺方法,以机械锤击力、锤击次数和锤击频率为因素,以熔覆成形结构的抗拉强度、延伸率和显微硬度为优化目标,设计3因素、3水平实... 为了有效提升激光熔覆修复再制造熔覆层与基体间的界面结合强度,采用在激光熔覆过程中同步辅助机械锤击的工艺方法,以机械锤击力、锤击次数和锤击频率为因素,以熔覆成形结构的抗拉强度、延伸率和显微硬度为优化目标,设计3因素、3水平实验,采用响应面分析法,优化了机械锤击工艺参数组合,以期获得理想的熔覆层与基体间界面结合强度。结果表明:当机械锤击力为2 000 N,锤击次数为3次,锤击频率为2 Hz时,抗拉强度为1 209 MPa,延伸率为11.8%,显微硬度为486HV,综合力学性能最优。 展开更多
关键词 激光熔覆 机械锤击 响应面分析法 工艺参数优化
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7055铝合金回归再时效性能预测与工艺优化方法
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作者 秦国华 徐纳 +1 位作者 林锋 吴竹溪 《中国有色金属学报》 北大核心 2025年第7期2298-2314,共17页
时效工艺参数会影响铝合金的性能,为了提高7055铝合金的性能,利用正交实验设计方法,确定回归再时效(RRA)实验的工艺参数组合,根据实验数据建立硬度、电导率的时效性能的动态响应面预测模型,以此分析了回归再时效的工艺参数对7055铝合金... 时效工艺参数会影响铝合金的性能,为了提高7055铝合金的性能,利用正交实验设计方法,确定回归再时效(RRA)实验的工艺参数组合,根据实验数据建立硬度、电导率的时效性能的动态响应面预测模型,以此分析了回归再时效的工艺参数对7055铝合金硬度、电导率的影响。建立了以硬度、电导率为目标的多目标优化模型,使用非支配排序遗传算法进行求解,同时对优化结果进行了实验验证。结果表明:分别采用欠时效+低温长时回归处理或过时效+高温短时回归处理时,7055铝合金实现了电导率与硬度的协同优化。电导率和硬度的预测值与实验值的误差均不超过5%。提出的基于性能预测模型的回归再时效工艺参数多目标优化方法,不仅能够降低铝合金热处理工艺摸索的成本,而且为回归再时效工艺参数的合理选择提供了理论依据。 展开更多
关键词 回归再时效 响应面法 非支配排序遗传算法 多目标优化 时效工艺参数
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热浸镀锌钢管涂层厚度预测与工艺参数优化
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作者 张俊红 孟峻巍 +3 位作者 李相东 戴胡伟 张学玲 于洋洋 《机械科学与技术》 北大核心 2025年第9期1491-1498,共8页
以企业的指定某规格镀锌钢管为研究对象,测试167根大生产钢管外表面镀锌层厚度,以167根钢管的厚度参数为建模与验证数据,选取镀锌钢管生产的排料时间、压下时间、浸锌时间、锌液温度、引出速度、引上速度、拔料时间、外吹压力和风环位... 以企业的指定某规格镀锌钢管为研究对象,测试167根大生产钢管外表面镀锌层厚度,以167根钢管的厚度参数为建模与验证数据,选取镀锌钢管生产的排料时间、压下时间、浸锌时间、锌液温度、引出速度、引上速度、拔料时间、外吹压力和风环位置作为敏感性评价因子。建立了基于支持向量机(SVM)的镀锌钢管外表面锌层厚度预测模型,运用Sobol方法对计算模型进行了敏感性分析,确定了各工艺参数对钢管镀锌层厚度的影响程度;分别采用4种群体智能优化算法对SVM模型进行了优化,以预测精度作为评价指标,获得最优钢管镀锌层厚度预测模型,并对此模型运用遗传算法进行寻优,得到了最优热浸镀锌工艺参数。结果表明:风环位置、浸锌时间、锌液温度、压下时间和引出速度是影响模型预测结果的重要参数;利用金豹优化算法(GJO)优化SVM模型的收敛速度快,模型预测精度高;利用遗传算法对GJO-SVM的模型寻优,得到最优工艺参数,在指导实际生产,满足标准的要求下,实现了节约锌料,提高效率。 展开更多
关键词 涂层厚度 支持向量机 金豹优化算法 全局敏感性分析 工艺参数
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聚醚醚酮粉末床熔融机床多工艺参数优化与成形性能研究
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作者 曹毅 孙新龙 +2 位作者 梁栢萱 郑矫阳 李涤尘 《制造技术与机床》 北大核心 2025年第10期81-89,共9页
聚醚醚酮(polyetheretherketone,PEEK)材料作为典型的轻质高性能聚合物材料,在医疗航空航天等领域获得了大量应用,PEEK材料的增材制造技术可以实现复杂零部件的结构功能一体化制造。针对聚醚醚酮粉末床熔融(powder bed fusion,PBF)系统... 聚醚醚酮(polyetheretherketone,PEEK)材料作为典型的轻质高性能聚合物材料,在医疗航空航天等领域获得了大量应用,PEEK材料的增材制造技术可以实现复杂零部件的结构功能一体化制造。针对聚醚醚酮粉末床熔融(powder bed fusion,PBF)系统加工温度高、易翘曲的难题,开展了聚醚醚酮粉末床熔融系统多工艺参数优化与成形性能研究,通过工艺成形过程模拟仿真,揭示了激光功率等核心参数对温度场的影响规律。在成形工艺仿真基础上,开展了成形工艺参数优化试验,建立了工艺参数与拉伸力学性能以及翘曲率的对应关系,获得了拉伸强度86 MPa,断裂伸长率3.7%的优异力学性能,并最终实现了颅骨植入物的高精度增材制造。 展开更多
关键词 聚醚醚酮 粉末床熔融 增材制造 成形过程仿真 多工艺参数优化
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渤海B油田低渗透储层增效压驱效果评价及工艺参数优化
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作者 刘进祥 李哲 +8 位作者 何欣 卢祥国 陈灿 刘义刚 兰夕堂 张丽平 鞠佳超 洪叙杰 闫坤 《油田化学》 北大核心 2025年第2期244-253,共10页
渤海B油田边部井组具有储层渗透率低和注水压力高等特点,水驱开发效果较差。为提高油田采收率,开展压驱剂降低油水界面张力和改善岩石润湿性研究,在此基础上开展了增效压驱物理模拟和目标井工艺参数优化研究。研究结果表明,当压驱剂质... 渤海B油田边部井组具有储层渗透率低和注水压力高等特点,水驱开发效果较差。为提高油田采收率,开展压驱剂降低油水界面张力和改善岩石润湿性研究,在此基础上开展了增效压驱物理模拟和目标井工艺参数优化研究。研究结果表明,当压驱剂质量分数≥0.2%时,TYT303、UST和GWQY压驱工作液与目标油藏原油间界面张力较低,经质量分数为0.3%的压驱剂浸泡过,ZF-6、SXJ-1和SXJ-2可使接触角降低超过60°,改变岩心润湿性能力较强。物理模拟实验优选出的增效压驱工艺条件为:压驱工作液为0.3%ZF-6、合理段塞尺寸为0.3 PV、闷井时间为48 h,注入轮次3次左右,适当增加裂缝长度和增加注入速度有利于提高原油采收率。推荐目标井组采用“压裂-渗吸-驱油”的增产措施,关键工艺参数为:注入排量5 m^(3)/min,注液量18 000 m^(3),闷井时间15 d。 展开更多
关键词 渤海低渗透储层 压驱剂 增效压驱 渗吸采油 物理模拟 工艺参数优化
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